{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "pd.set_option('display.float_format', lambda x: '%.4f' % x)\n",
    "import seaborn as sns\n",
    "sns.set_context(\"paper\", font_scale=1.3)\n",
    "sns.set_style('white')\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "from time import time\n",
    "import matplotlib.ticker as tkr\n",
    "from scipy import stats\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from sklearn import preprocessing\n",
    "from statsmodels.tsa.stattools import pacf\n",
    "%matplotlib inline\n",
    "\n",
    "import math\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM\n",
    "from keras.layers import Dropout\n",
    "from keras.layers import *\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from keras.callbacks import EarlyStopping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is the measurements of electric power consumption in one household with a one-minute sampling rate over a period of almost 4 years. Different electrical quantities and some sub-metering values are available. However, we are only interested in Global_active_power variable. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows and columns: (2075259, 9)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>Global_active_power</th>\n",
       "      <th>Global_reactive_power</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Global_intensity</th>\n",
       "      <th>Sub_metering_1</th>\n",
       "      <th>Sub_metering_2</th>\n",
       "      <th>Sub_metering_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:24:00</td>\n",
       "      <td>4.216</td>\n",
       "      <td>0.418</td>\n",
       "      <td>234.840</td>\n",
       "      <td>18.400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:25:00</td>\n",
       "      <td>5.360</td>\n",
       "      <td>0.436</td>\n",
       "      <td>233.630</td>\n",
       "      <td>23.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>16.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:26:00</td>\n",
       "      <td>5.374</td>\n",
       "      <td>0.498</td>\n",
       "      <td>233.290</td>\n",
       "      <td>23.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:27:00</td>\n",
       "      <td>5.388</td>\n",
       "      <td>0.502</td>\n",
       "      <td>233.740</td>\n",
       "      <td>23.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16/12/2006</td>\n",
       "      <td>17:28:00</td>\n",
       "      <td>3.666</td>\n",
       "      <td>0.528</td>\n",
       "      <td>235.680</td>\n",
       "      <td>15.800</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>17.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date      Time Global_active_power Global_reactive_power  Voltage  \\\n",
       "0  16/12/2006  17:24:00               4.216                 0.418  234.840   \n",
       "1  16/12/2006  17:25:00               5.360                 0.436  233.630   \n",
       "2  16/12/2006  17:26:00               5.374                 0.498  233.290   \n",
       "3  16/12/2006  17:27:00               5.388                 0.502  233.740   \n",
       "4  16/12/2006  17:28:00               3.666                 0.528  235.680   \n",
       "\n",
       "  Global_intensity Sub_metering_1 Sub_metering_2  Sub_metering_3  \n",
       "0           18.400          0.000          1.000         17.0000  \n",
       "1           23.000          0.000          1.000         16.0000  \n",
       "2           23.000          0.000          2.000         17.0000  \n",
       "3           23.000          0.000          1.000         17.0000  \n",
       "4           15.800          0.000          1.000         17.0000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('household_power_consumption.txt', delimiter=';')\n",
    "print('Number of rows and columns:', df.shape)\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Approx 1.2% of value in Global_active_power column are missing, it is not a big deal, I decided to remove them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2049280, 7)\n",
      "2006-12-16 17:24:00\n",
      "2010-12-11 23:59:00\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_time</th>\n",
       "      <th>Global_active_power</th>\n",
       "      <th>year</th>\n",
       "      <th>quarter</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>weekday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2049275</th>\n",
       "      <td>2010-12-11 23:55:00</td>\n",
       "      <td>0.6900</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049276</th>\n",
       "      <td>2010-12-11 23:56:00</td>\n",
       "      <td>0.6880</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049277</th>\n",
       "      <td>2010-12-11 23:57:00</td>\n",
       "      <td>0.6880</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049278</th>\n",
       "      <td>2010-12-11 23:58:00</td>\n",
       "      <td>0.6880</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2049279</th>\n",
       "      <td>2010-12-11 23:59:00</td>\n",
       "      <td>0.6880</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date_time  Global_active_power  year  quarter  month  day  \\\n",
       "2049275 2010-12-11 23:55:00               0.6900  2010        4     12   11   \n",
       "2049276 2010-12-11 23:56:00               0.6880  2010        4     12   11   \n",
       "2049277 2010-12-11 23:57:00               0.6880  2010        4     12   11   \n",
       "2049278 2010-12-11 23:58:00               0.6880  2010        4     12   11   \n",
       "2049279 2010-12-11 23:59:00               0.6880  2010        4     12   11   \n",
       "\n",
       "         weekday  \n",
       "2049275        0  \n",
       "2049276        0  \n",
       "2049277        0  \n",
       "2049278        0  \n",
       "2049279        0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['date_time'] = pd.to_datetime(df['Date'] + ' ' + df['Time'])\n",
    "df['Global_active_power'] = pd.to_numeric(df['Global_active_power'], errors='coerce')\n",
    "df = df.dropna(subset=['Global_active_power'])\n",
    "df['date_time']=pd.to_datetime(df['date_time']) \n",
    "df['year'] = df['date_time'].apply(lambda x: x.year)\n",
    "df['quarter'] = df['date_time'].apply(lambda x: x.quarter)\n",
    "df['month'] = df['date_time'].apply(lambda x: x.month)\n",
    "df['day'] = df['date_time'].apply(lambda x: x.day)\n",
    "df=df.loc[:,['date_time','Global_active_power', 'year','quarter','month','day']]\n",
    "df.sort_values('date_time', inplace=True, ascending=True)\n",
    "df = df.reset_index(drop=True)\n",
    "df[\"weekday\"]=df.apply(lambda row: row[\"date_time\"].weekday(),axis=1)\n",
    "df[\"weekday\"] = (df[\"weekday\"] < 5).astype(int)\n",
    "print(df.shape)\n",
    "print(df.date_time.min())\n",
    "print(df.date_time.max())\n",
    "df.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows and columns after removing missing values: (2049280, 7)\n",
      "The time series starts from:  2006-12-16 17:24:00\n",
      "The time series ends on:  2010-12-11 23:59:00\n"
     ]
    }
   ],
   "source": [
    "print('Number of rows and columns after removing missing values:', df.shape)\n",
    "print('The time series starts from: ', df.date_time.min())\n",
    "print('The time series ends on: ', df.date_time.max())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After removing the missing values, the data contains 2049280 measurements gathered between December 2006 and November 2010 (47 months).\n",
    "\n",
    "The initial data contains several variables. We will here focus on a single value : a house's Global_active_power history, that is, household global minute-averaged active power in kilowatt."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Statistical Normality Test\n",
    "\n",
    "There are several statistical tests that we can use to quantify whether our data looks as though it was drawn from a Gaussian distribution. And we will use D’Agostino’s K^2 Test.\n",
    "\n",
    "In the SciPy implementation of the test, we will interpret the p value as follows.\n",
    "\n",
    "* p <= alpha: reject H0, not normal.\n",
    "* p > alpha: fail to reject H0, normal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics=724881.795, p=0.000\n",
      "Data does not look Gaussian (reject H0)\n"
     ]
    }
   ],
   "source": [
    "stat, p = stats.normaltest(df.Global_active_power)\n",
    "print('Statistics=%.3f, p=%.3f' % (stat, p))\n",
    "alpha = 0.05\n",
    "if p > alpha:\n",
    "    print('Data looks Gaussian (fail to reject H0)')\n",
    "else:\n",
    "    print('Data does not look Gaussian (reject H0)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also calculate kurtosis and skewness, to determine if the data distribution departs from the normal distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kurtosis of normal distribution: 4.218671866132129\n",
      "Skewness of normal distribution: 1.7862320846320843\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print(df.Global_active_power.describe())\n",
    "sns.distplot(df.Global_active_power);\n",
    "print( 'Kurtosis of normal distribution: {}'.format(stats.kurtosis(df.Global_active_power)))\n",
    "print( 'Skewness of normal distribution: {}'.format(stats.skew(df.Global_active_power)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "KURTOSIS: describes heaviness of the tails of a distribution\n",
    "\n",
    "Normal Distribution has a kurtosis of close to 0.  If the kurtosis is greater than zero, then distribution has heavier tails. If the kurtosis is less than zero, then the distribution is light tails. And our Kurtosis is greater than zero. \n",
    "\n",
    "SKEWNESS:\n",
    "\n",
    "If the skewness is between -0.5 and 0.5, the data are fairly symmetrical. If the skewness is between -1 and – 0.5 or between 0.5 and 1, the data are moderately skewed. If the skewness is less than -1 or greater than 1, the data are highly skewed. And our skewness is greater than 1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First Time series plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1=df.loc[:,['date_time','Global_active_power']]\n",
    "df1.set_index('date_time',inplace=True)\n",
    "df1.plot(figsize=(12,5))\n",
    "plt.ylabel('Global active power')\n",
    "plt.legend().set_visible(False)\n",
    "plt.tight_layout()\n",
    "plt.title('Global Active Power Time Series')\n",
    "sns.despine(top=True)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apparently, this plot is not a good idea. Don't do this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2=df1[(df1.index>='2010-07-01') & (df1.index<'2010-7-16')]\n",
    "df2.plot(figsize=(12,5));\n",
    "plt.ylabel('Global active power')\n",
    "plt.legend().set_visible(False)\n",
    "plt.tight_layout()\n",
    "sns.despine(top=True)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box plot of yearly vs. quarterly Global active power"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,5))\n",
    "plt.subplot(1,2,1)\n",
    "plt.subplots_adjust(wspace=0.2)\n",
    "sns.boxplot(x=\"year\", y=\"Global_active_power\", data=df)\n",
    "plt.xlabel('year')\n",
    "plt.title('Box plot of Yearly Global Active Power')\n",
    "sns.despine(left=True)\n",
    "plt.tight_layout() \n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sns.boxplot(x=\"quarter\", y=\"Global_active_power\", data=df)\n",
    "plt.xlabel('quarter')\n",
    "plt.title('Box plot of Quarterly Global Active Power')\n",
    "sns.despine(left=True)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we compare boxplot side by side for each year, we notice that the median global active power in 2006 is much higher than the other years'. This is a little bit misleading. If you remember, we only have December data for 2006. While apparently December is the peak month for household electric power consumption. \n",
    "\n",
    "This is consistent with the quarterly median global active power, it is higher in the 1st and 4th quarters (winter), and it is the lowest in the 3rd quarter (summer)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Global Active Power Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Global_active_power</th>\n",
       "      <td>2049280.0000</td>\n",
       "      <td>1.0916</td>\n",
       "      <td>1.0573</td>\n",
       "      <td>0.0760</td>\n",
       "      <td>0.3080</td>\n",
       "      <td>0.6020</td>\n",
       "      <td>1.5280</td>\n",
       "      <td>11.1220</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           count   mean    std    min    25%    50%    75%  \\\n",
       "Global_active_power 2049280.0000 1.0916 1.0573 0.0760 0.3080 0.6020 1.5280   \n",
       "\n",
       "                        max  \n",
       "Global_active_power 11.1220  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,6))\n",
    "plt.subplot(1,2,1)\n",
    "df['Global_active_power'].hist(bins=50)\n",
    "plt.title('Global Active Power Distribution')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "stats.probplot(df['Global_active_power'], plot=plt);\n",
    "df1.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Normal probability plot also shows the data set is far from normally distributed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Average Global Active Power resampled over day, week, month, quarter and year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1152 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18,16))\n",
    "fig.subplots_adjust(hspace=.4)\n",
    "ax1 = fig.add_subplot(5,1,1)\n",
    "ax1.plot(df1['Global_active_power'].resample('D').mean(),linewidth=1)\n",
    "ax1.set_title('Mean Global active power resampled over day')\n",
    "ax1.tick_params(axis='both', which='major')\n",
    "\n",
    "ax2 = fig.add_subplot(5,1,2, sharex=ax1)\n",
    "ax2.plot(df1['Global_active_power'].resample('W').mean(),linewidth=1)\n",
    "ax2.set_title('Mean Global active power resampled over week')\n",
    "ax2.tick_params(axis='both', which='major')\n",
    "\n",
    "ax3 = fig.add_subplot(5,1,3, sharex=ax1)\n",
    "ax3.plot(df1['Global_active_power'].resample('M').mean(),linewidth=1)\n",
    "ax3.set_title('Mean Global active power resampled over month')\n",
    "ax3.tick_params(axis='both', which='major')\n",
    "\n",
    "ax4  = fig.add_subplot(5,1,4, sharex=ax1)\n",
    "ax4.plot(df1['Global_active_power'].resample('Q').mean(),linewidth=1)\n",
    "ax4.set_title('Mean Global active power resampled over quarter')\n",
    "ax4.tick_params(axis='both', which='major')\n",
    "\n",
    "ax5  = fig.add_subplot(5,1,5, sharex=ax1)\n",
    "ax5.plot(df1['Global_active_power'].resample('A').mean(),linewidth=1)\n",
    "ax5.set_title('Mean Global active power resampled over year')\n",
    "ax5.tick_params(axis='both', which='major');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In general, our time series does not have a general upward or downward trend. The highest average power consumption was prior to 2007, it decreased significantly in one year until early 2008, and has been steady since then."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot mean global active power grouped by year, quarter, month and day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "plt.subplot(2,2,1)\n",
    "df.groupby('year').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Year')\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "df.groupby('quarter').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Quarter')\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "df.groupby('month').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Month')\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "df.groupby('day').Global_active_power.agg('mean').plot()\n",
    "plt.xlabel('')\n",
    "plt.title('Mean Global active power by Day');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above plots confirmed our previous discoveries. By year, the highest average power consumption was prior to 2007, and it has been consistent since then. By quarter, the lowest average power consumption was in the 3rd quarter. By month, the lowest average power consumption was in July and August. By day, the lowest average power consumption was around 8th of the month (don't know why). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Global Active Power by Years\n",
    "\n",
    "For 2006, we only have data for December, so remove 2006."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.pivot_table(df.loc[df['year'] != 2006], values = \"Global_active_power\", \n",
    "               columns = \"year\", index = \"month\").plot(subplots = True, figsize=(12, 12), layout=(3, 5), sharey=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Global active power consumption in Weekdays vs. Weekends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dic={0:'Weekend',1:'Weekday'}\n",
    "df['Day'] = df.weekday.map(dic)\n",
    "\n",
    "a=plt.figure(figsize=(9,4)) \n",
    "plt1=sns.boxplot('year','Global_active_power',hue='Day',width=0.6,fliersize=3,\n",
    "                    data=df)                                                                                                                                                                                                                                                                                                                                                 \n",
    "a.legend(loc='upper center', bbox_to_anchor=(0.5, 1.00), shadow=True, ncol=2)\n",
    "sns.despine(left=True, bottom=True) \n",
    "plt.xlabel('')\n",
    "plt.tight_layout()                                                                                                                  \n",
    "plt.legend().set_visible(False);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The median global active power in weekdays seems to be lower than the weekends prior to 2010."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt1=sns.factorplot('year','Global_active_power',hue='Day',\n",
    "                    data=df, size=4, aspect=1.5, legend=False)                                                                                                                                                                                                                                                                                                                                             \n",
    "plt.title('Factor Plot of Global active power by Weekend/Weekday')                                                             \n",
    "plt.tight_layout()                                                                                                                  \n",
    "sns.despine(left=True, bottom=True) \n",
    "plt.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both weekdays and weekends have the similar trends over year."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In principle we do not need to check for stationarity nor correct for it when we are using an LSTM. However, if the data is stationary, it will help with better performance and make it easier for the neural network to learn.\n",
    "\n",
    "### Dickey-Fuller Test to Ceck Stationarity\n",
    "\n",
    "In statistics, the Dickey–Fuller test tests the null hypothesis that a unit root is present in an autoregressive model. The alternative hypothesis is different depending on which version of the test is used, but is usually stationarity or trend-stationarity.\n",
    "\n",
    "Stationary series has constant mean and variance over time. Rolling average and the rolling standard deviation of time series do not change over time.\n",
    "\n",
    "### Dickey-Fuller test\n",
    "\n",
    "Null Hypothesis (H0): It suggests the time series has a unit root, meaning it is non-stationary. It has some time dependent structure.\n",
    "\n",
    "Alternate Hypothesis (H1): It suggests the time series does not have a unit root, meaning it is stationary. It does not have time-dependent structure.\n",
    "\n",
    "p-value > 0.05: Accept the null hypothesis (H0), the data has a unit root and is non-stationary.\n",
    "\n",
    "p-value <= 0.05: Reject the null hypothesis (H0), the data does not have a unit root and is stationary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=df1.resample('D', how=np.mean)\n",
    "\n",
    "def test_stationarity(timeseries):\n",
    "    rolmean = timeseries.rolling(window=30).mean()\n",
    "    rolstd = timeseries.rolling(window=30).std()\n",
    "    \n",
    "    plt.figure(figsize=(14,5))\n",
    "    sns.despine(left=True)\n",
    "    orig = plt.plot(timeseries, color='blue',label='Original')\n",
    "    mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n",
    "    std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n",
    "\n",
    "    plt.legend(loc='best'); plt.title('Rolling Mean & Standard Deviation')\n",
    "    plt.show()\n",
    "    \n",
    "    print ('<Results of Dickey-Fuller Test>')\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4],\n",
    "                         index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n",
    "    for key,value in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)'%key] = value\n",
    "    print(dfoutput)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Results of Dickey-Fuller Test>\n",
      "Test Statistic                  -8.3277\n",
      "p-value                          0.0000\n",
      "#Lags Used                       9.0000\n",
      "Number of Observations Used   1423.0000\n",
      "Critical Value (1%)             -3.4350\n",
      "Critical Value (5%)             -2.8636\n",
      "Critical Value (10%)            -2.5679\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "test_stationarity(df2.Global_active_power.dropna())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above results, we will reject the null hypothesis H0, the data does not have a unit root and is stationary."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LSTM\n",
    "\n",
    "The task here will be to predict values for a timeseries given the history of 2 million minutes of a household's power consumption. We are going to use a multi-layered LSTM recurrent neural network to predict the last value of a sequence of values.\n",
    "\n",
    "If you want to reduce the computation time, and also get a quick result to test the model, you may want to resample the data over hour. I will keep it is in minutes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create dataset, normalize the dataset, split into training and test sets, convert an array of values into a dataset matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = df.Global_active_power.values #numpy.ndarray\n",
    "dataset = dataset.astype('float32')\n",
    "dataset = np.reshape(dataset, (-1, 1))\n",
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "dataset = scaler.fit_transform(dataset)\n",
    "train_size = int(len(dataset) * 0.80)\n",
    "test_size = len(dataset) - train_size\n",
    "train, test = dataset[0:train_size,:], dataset[train_size:len(dataset),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert an array of values into a dataset matrix\n",
    "def create_dataset(dataset, look_back=1):\n",
    "    X, Y = [], []\n",
    "    for i in range(len(dataset)-look_back-1):\n",
    "        a = dataset[i:(i+look_back), 0]\n",
    "        X.append(a)\n",
    "        Y.append(dataset[i + look_back, 0])\n",
    "    return np.array(X), np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reshape into X=t and Y=t+1\n",
    "look_back = 30\n",
    "X_train, Y_train = create_dataset(train, look_back)\n",
    "X_test, Y_test = create_dataset(test, look_back)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1639393, 30)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1639393,)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reshape input to be [samples, time steps, features]\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], 1, X_train.shape[1]))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], 1, X_test.shape[1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1639393, 1, 30)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.cast instead.\n",
      "Train on 1639393 samples, validate on 409825 samples\n",
      "Epoch 1/20\n",
      "1639393/1639393 [==============================] - 49s 30us/step - loss: 7.5102e-04 - val_loss: 4.3052e-04\n",
      "Epoch 2/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.6376e-04 - val_loss: 4.4660e-04\n",
      "Epoch 3/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.5333e-04 - val_loss: 4.4078e-04\n",
      "Epoch 4/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.4683e-04 - val_loss: 4.4997e-04\n",
      "Epoch 5/20\n",
      "1639393/1639393 [==============================] - 49s 30us/step - loss: 6.4316e-04 - val_loss: 4.3355e-04\n",
      "Epoch 6/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.3984e-04 - val_loss: 4.3070e-04\n",
      "Epoch 7/20\n",
      "1639393/1639393 [==============================] - 48s 30us/step - loss: 6.3649e-04 - val_loss: 4.2779e-04\n",
      "Epoch 8/20\n",
      "1639393/1639393 [==============================] - 48s 30us/step - loss: 6.3421e-04 - val_loss: 4.2723e-04\n",
      "Epoch 9/20\n",
      "1639393/1639393 [==============================] - 49s 30us/step - loss: 6.3312e-04 - val_loss: 4.2339e-04\n",
      "Epoch 10/20\n",
      "1639393/1639393 [==============================] - 48s 30us/step - loss: 6.3127e-04 - val_loss: 4.1762e-04\n",
      "Epoch 11/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2987e-04 - val_loss: 4.1429e-04\n",
      "Epoch 12/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2904e-04 - val_loss: 4.1492e-04\n",
      "Epoch 13/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2778e-04 - val_loss: 4.0992e-04\n",
      "Epoch 14/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2652e-04 - val_loss: 4.0186e-04\n",
      "Epoch 15/20\n",
      "1639393/1639393 [==============================] - 49s 30us/step - loss: 6.2594e-04 - val_loss: 4.0450e-04\n",
      "Epoch 16/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2405e-04 - val_loss: 4.1173e-04\n",
      "Epoch 17/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2436e-04 - val_loss: 4.1027e-04\n",
      "Epoch 18/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2369e-04 - val_loss: 4.0518e-04\n",
      "Epoch 19/20\n",
      "1639393/1639393 [==============================] - 48s 30us/step - loss: 6.2243e-04 - val_loss: 4.0054e-04\n",
      "Epoch 20/20\n",
      "1639393/1639393 [==============================] - 48s 29us/step - loss: 6.2088e-04 - val_loss: 4.0109e-04\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_1 (LSTM)                (None, 100)               52400     \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 100)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 101       \n",
      "=================================================================\n",
      "Total params: 52,501\n",
      "Trainable params: 52,501\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(LSTM(100, input_shape=(X_train.shape[1], X_train.shape[2])))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(1))\n",
    "model.compile(loss='mean_squared_error', optimizer='adam')\n",
    "\n",
    "history = model.fit(X_train, Y_train, epochs=20, batch_size=70, validation_data=(X_test, Y_test), \n",
    "                    callbacks=[EarlyStopping(monitor='val_loss', patience=10)], verbose=1, shuffle=False)\n",
    "\n",
    "# Training Phase\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Mean Absolute Error: 0.11166630031104467\n",
      "Train Root Mean Squared Error: 0.26582184486052096\n",
      "Test Mean Absolute Error: 0.09755654357173127\n",
      "Test Root Mean Squared Error: 0.22122063258519137\n"
     ]
    }
   ],
   "source": [
    "# make predictions\n",
    "train_predict = model.predict(X_train)\n",
    "test_predict = model.predict(X_test)\n",
    "# invert predictions\n",
    "train_predict = scaler.inverse_transform(train_predict)\n",
    "Y_train = scaler.inverse_transform([Y_train])\n",
    "test_predict = scaler.inverse_transform(test_predict)\n",
    "Y_test = scaler.inverse_transform([Y_test])\n",
    "\n",
    "print('Train Mean Absolute Error:', mean_absolute_error(Y_train[0], train_predict[:,0]))\n",
    "print('Train Root Mean Squared Error:',np.sqrt(mean_squared_error(Y_train[0], train_predict[:,0])))\n",
    "print('Test Mean Absolute Error:', mean_absolute_error(Y_test[0], test_predict[:,0]))\n",
    "print('Test Root Mean Squared Error:',np.sqrt(mean_squared_error(Y_test[0], test_predict[:,0])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(history.history['loss'], label='Train Loss')\n",
    "plt.plot(history.history['val_loss'], label='Test Loss')\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epochs')\n",
    "plt.legend(loc='upper right')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aa=[x for x in range(200)]\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.plot(aa, Y_test[0][:200], marker='.', label=\"actual\")\n",
    "plt.plot(aa, test_predict[:,0][:200], 'r', label=\"prediction\")\n",
    "# plt.tick_params(left=False, labelleft=True) #remove ticks\n",
    "plt.tight_layout()\n",
    "sns.despine(top=True)\n",
    "plt.subplots_adjust(left=0.07)\n",
    "plt.ylabel('Global_active_power', size=15)\n",
    "plt.xlabel('Time step', size=15)\n",
    "plt.legend(fontsize=15)\n",
    "plt.show();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
